Struggling with AI hallucinations in your applications? Senior developer Ahmad Wael dives into the Prompt Engineering vs RAG debate, sharing a real-world story of resume-editing gone wrong. Learn why groundedness matters and how to build AI tools that prioritize truth over eloquent lies using Azure and vector indexing.
Learn why Harris Corner Detection is superior to standard edge detection for finding meaningful structural points in images. Senior developer Ahmad Wael shares a real-world story of fixing a jewelry retailer’s product photos using OpenCV and the math behind the ‘R’ score. Efficient, fast, and no machine learning required.
Stop building fragile AI demos. I’ll show you how to use Nvidia’s NeMo Agent Toolkit to build reliable, production-ready LLM agents. Learn to solve ‘day 2’ problems like observability and deployment for your AI projects. Get your integrations working without hallucinations or timeouts.
Mastering Effective AI Programming requires moving beyond simple prompts. Learn how to provide strict technical context, use Markdown schema files, and bridge the gap between oral meetings and AI coding agents to eliminate hallucinations and save thousands of tokens on your next WordPress or WooCommerce development project.
Stop letting your expensive user research gather digital dust. In this post, senior dev Ahmad Wael explains how to use AI to create virtual personas—interactive repositories that allow your team to ‘ask’ the data questions in real-time. Learn the technical setup and the common pitfalls to avoid.
Master the Actor-Critic Method in reinforcement learning. Senior developer Ahmad Wael shares his 14+ years of experience fixing the “moving target” bug, optimizing reward engineering, and why this method beats REINFORCE for real-time AI. Learn how to stabilize your deep learning models and avoid common implementation nightmares with practical code examples.
Stop struggling with ambiguous search results and messy product categorizations. Ahmad Wael explains how Transformers for text context use self-attention to understand user intent. Learn why static embeddings fail and how to conceptualize the Query-Key-Value mechanism to fix broken e-commerce search logic once and for all.
Getting stakeholders to agree on simple dashboards is tougher than coding them. With 14 years in WordPress, I’ve learned effective data storytelling manages fear, not just metrics. This guide shows how to transform cluttered ‘junk drawer’ dashboards into clear, decision-driven interfaces that actually get used. Focus on key insights to drive real business decisions.
Agentic AI systems are great for making decisions, but they often fail traditional medical metrics like AUC. In this post, I break down why binary outputs are a nightmare for risk ranking and share 6 senior-level strategies for deriving continuous scores from your AI agents to ensure fair model comparisons.
Stop fighting with brittle if-statements. Ahmad Wael explains how to build a production-ready AI-powered weather pipeline using Databricks and GPT-4o-mini. Learn how to extract API data, transform it with LLMs for actionable advice, and store it securely in a Unity Catalog for reliable dashboards that actually deliver value.